Job Description:
Department Overview
Following the strategic vision “Rakuten as a data-driven membership company”, we are expanding our data activities across our multiple Rakuten group companies.
Our mission is to provide data/AI related products to users to improve marketing efficiency and effectiveness.
Position:
Why We Hire
We are looking for an experienced Machine Learning engineer who will contribute to the development of Rakuten’s data & AI products which deliver personalized experiences (including but not limited to: business areas of marketing, advertisement, targeting campaigns, and audience expansion, etc.)
Position Details
We are on the lookout for a Machine Learning Engineer with a strong experience in software engineering to join our team. This role is designed to merge the realms of machine learning and software engineering, focusing on the development of AI-driven products at scale.
The Machine Learning Engineer will be instrumental in transforming prototypes into production-level solutions, developing new features for our AI-driven products, and designing robust & scalable machine learning architectures.
Title
Machine Learning Engineer (or MLOps Engineer)
Job Level
Senior (at least around 7 year+ of professional experience or the equivalent skills)
Work Environment
Our Tech Stack
While we advocate for using the right technology for the right task, we often leverage the following technologies
Python, Django, Flask, Golang, REST, GraphQL, Docker, Kubernetes, Helm, Argo Workflow, Argo CD, Gitlab (CI), Sentry, Presto/Trino, Hive, Hadoop, Spark, Postgres, SQL/HQL, Kubeflow, etc.
Team
An international and diverse team with highly skilled engineers
Mandatory Qualifications:
Machine Learning / MLOps
- Educational Background: Bachelor's degree or higher (Masters or Ph.D. preferred) in Computer Science, Machine Learning, Physics, Mathematics, Statistics, or a similar quantitative field.
- High level understanding of modern MLOps trends
- High level mathematical understanding of general machine learning models
- Proficiency in using at least one of modern ML frameworks such as TensorFlow, PyTorch, or Keras, etc.
- Experience in full lifecycle in production development: from (large scale) data pipelines to model training, inference APIs (both batch and real-time), and model version control & tracking/observability, including overall solution design optimizations.
Software Engineering
- High level of familiarity with the full web stack
- Expert/Senior level in at least one of the major/modern computer languages including but not limited to Python, C/C++, Java, or Go, etc.
- Experience with modern CI/CD processes & DevOps
- Experience with Cloud Native Technologies (E.g. Docker, Kubernetes)
Language
- Business Level English (Japanese skill is not required at all)
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#MLEngineer
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